Directed by Aashiq Abu (who has also produced the film), Virus is inspired by the 2018 Nipah virus outbreak in Kerala, and how the state machinery managed to control the outbreak. It borrows the narrative format of the 2011 thriller, Contagion, that was directed Steven Soderbergh.